Pith Number

pith:5YTVEKIW

pith:2017:5YTVEKIWZF27QV2BCYSYPZSIKC

not attested not anchored not stored refs pending

Deep Value Networks Learn to Evaluate and Iteratively Refine Structured Outputs

Anelia Angelova, Michael Gygli, Mohammad Norouzi

arxiv:1703.04363 v2 · 2017-03-13 · cs.LG · cs.AI · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5YTVEKIWZF27QV2BCYSYPZSIKC}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-05-18T00:38:28.111538Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee27522916c975f85741162587e64850a336e0cf42c4b339f7569b9dafdf9f1d

Aliases

arxiv: 1703.04363 · arxiv_version: 1703.04363v2 · doi: 10.48550/arxiv.1703.04363 · pith_short_12: 5YTVEKIWZF27 · pith_short_16: 5YTVEKIWZF27QV2B · pith_short_8: 5YTVEKIW

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/5YTVEKIWZF27QV2BCYSYPZSIKC \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: ee27522916c975f85741162587e64850a336e0cf42c4b339f7569b9dafdf9f1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f13f0f1ccbb37db1d7a247ecfaa37eafb761496f8badd8492b7ddd6f0570840f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-03-13T12:49:20Z",
    "title_canon_sha256": "4cacf879a0046857cadd781203c1daaff768cb75b5a4a4b9f4b7b8a1af1ac25b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.04363",
    "kind": "arxiv",
    "version": 2
  }
}